1. Analysis of Effective Connectivity Strength in Children with Attention Deficit Hyperactivity Disorder Using Phase Transfer Entropy
- Author
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Ali Ekhlasi, Mohammad Reza Mohammadi, and Ali Motie Nasrabadi
- Subjects
Psychiatry ,Physics ,medicine.medical_specialty ,RC435-571 ,Audiology ,medicine.disease ,Attention Deficit Hyperactivity Disorder (ADHD) ,Psychiatry and Mental health ,Phase (matter) ,Signal Processing ,medicine ,Attention deficit hyperactivity disorder ,Original Article ,Transfer entropy ,Electroencephalography (EEG) - Abstract
Objective: This study aimed to investigate differences in brain networks between healthy children and children with attention deficit hyperactivity disorder (ADHD) during an attention test. Method: To fulfill this, we constructed weighted directed graphs based on Electroencephalography (EEG) signals of 61 children with ADHD and 60 healthy children with the same age. Nodes of graphs were 19 EEG electrodes, and the edges were phase transfer entropy (PTE) between each pair of electrodes. PTE is a measure for directed connectivity that determines the effective relationship between signals in linear and nonlinear coupling. Connectivity graphs of each sample were constructed using PTE in the five frequency bands as follows: delta, theta, alpha, beta, and gamma. To investigate the differences in connectivity strength of each node after the sparsification process with two values (0.5 and 0.25), the permutation statistical test was used with the statistical significance level of p
- Published
- 2021
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